CHICAGO—In a decision with potentially broad ramifications for collegiate athletics, the regional director of the National Labor Relations Board ruled Wednesday that Northwestern University scholarship football players are employees of the school and are eligible to form the nation's first college athletes' union.

The ruling, which Northwestern immediately said it would appeal, has the potential to upend big-time college sports by...